The resolution is pretty simply. Those functions require the passwords to be properly escaped. So
Instead of this:
wp_set_password('Test"123', $userId);
You have to do this:
wp_set_password(wp_slash('Test"123'), $userId);
The same goes for wp_update_user() and wp_signon(). Further information and updates on the docs may be visible from this bug report:
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